SAT Analogy Questions (State of the art) - Revision history

Rspeer: /* References */ make reference style more consistent

2017-03-22T16:03:37Z

References: make reference style more consistent

← Older revision		Revision as of 16:03, 22 March 2017
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	Resnik, P. (1995). [http://citeseer.ist.psu.edu/resnik95using.html Using information content to evaluate semantic similarity]. ''Proceedings of the 14th International Joint Conference on Artificial Intelligence (IJCAI-95)'', Montreal, pp. 448-453.		Resnik, P. (1995). [http://citeseer.ist.psu.edu/resnik95using.html Using information content to evaluate semantic similarity]. ''Proceedings of the 14th International Joint Conference on Artificial Intelligence (IJCAI-95)'', Montreal, pp. 448-453.

	Speer, ~~Rob~~, ~~Joshua~~ Chin and ~~Catherine~~ Havasi. (2017). [http://aaai.org/ocs/index.php/AAAI/AAAI17/paper/view/14972 ConceptNet 5.5: An Open Multilingual Graph of General Knowledge]. Proceedings of The 31st AAAI Conference on Artificial Intelligence, San Francisco, CA.		Speer, R., Chin, J., and Havasi, C. (2017). [http://aaai.org/ocs/index.php/AAAI/AAAI17/paper/view/14972 ConceptNet 5.5: An Open Multilingual Graph of General Knowledge]. ''Proceedings of The 31st AAAI Conference on Artificial Intelligence'', San Francisco, CA.

	Turney, P.D., Littman, M.L., Bigham, J., and Shnayder, V. (2003). [http://arxiv.org/abs/cs.CL/0309035 Combining independent modules to solve multiple-choice synonym and analogy problems]. ''Proceedings of the International Conference on Recent Advances in Natural Language Processing (RANLP-03)'', Borovets, Bulgaria, pp. 482-489.		Turney, P.D., Littman, M.L., Bigham, J., and Shnayder, V. (2003). [http://arxiv.org/abs/cs.CL/0309035 Combining independent modules to solve multiple-choice synonym and analogy problems]. ''Proceedings of the International Conference on Recent Advances in Natural Language Processing (RANLP-03)'', Borovets, Bulgaria, pp. 482-489.

Rspeer: add ConceptNet Numberbatch to analogy evaluation table

2017-03-22T16:02:45Z

add ConceptNet Numberbatch to analogy evaluation table

← Older revision		Revision as of 16:02, 22 March 2017
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	\| 54.8%		\| 54.8%
	\| 49.6-59.9%		\| 49.6-59.9%
			\|-
			\| ConceptNet
			\| Speer et al. (2017)
			\| Speer et al. (2017)
			\| Hybrid
			\| 56.1%
			\| 51.0-61.2%
	\|-		\|-
	\| LRA		\| LRA
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	* LSA+Predication = Latent Semantic Analysis + Predication		* LSA+Predication = Latent Semantic Analysis + Predication
	* BagPack = Bag of words representation of Paired concept knowledge		* BagPack = Bag of words representation of Paired concept knowledge
			* ConceptNet = ConceptNet Numberbatch 2016.09

	== References ==		== References ==
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	Resnik, P. (1995). [http://citeseer.ist.psu.edu/resnik95using.html Using information content to evaluate semantic similarity]. ''Proceedings of the 14th International Joint Conference on Artificial Intelligence (IJCAI-95)'', Montreal, pp. 448-453.		Resnik, P. (1995). [http://citeseer.ist.psu.edu/resnik95using.html Using information content to evaluate semantic similarity]. ''Proceedings of the 14th International Joint Conference on Artificial Intelligence (IJCAI-95)'', Montreal, pp. 448-453.

			Speer, Rob, Joshua Chin and Catherine Havasi. (2017). [http://aaai.org/ocs/index.php/AAAI/AAAI17/paper/view/14972 ConceptNet 5.5: An Open Multilingual Graph of General Knowledge]. Proceedings of The 31st AAAI Conference on Artificial Intelligence, San Francisco, CA.

	Turney, P.D., Littman, M.L., Bigham, J., and Shnayder, V. (2003). [http://arxiv.org/abs/cs.CL/0309035 Combining independent modules to solve multiple-choice synonym and analogy problems]. ''Proceedings of the International Conference on Recent Advances in Natural Language Processing (RANLP-03)'', Borovets, Bulgaria, pp. 482-489.		Turney, P.D., Littman, M.L., Bigham, J., and Shnayder, V. (2003). [http://arxiv.org/abs/cs.CL/0309035 Combining independent modules to solve multiple-choice synonym and analogy problems]. ''Proceedings of the International Conference on Recent Advances in Natural Language Processing (RANLP-03)'', Borovets, Bulgaria, pp. 482-489.

Pdturney at 21:12, 25 January 2017

2017-01-25T21:12:18Z

← Older revision		Revision as of 21:12, 25 January 2017
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	* SAT questions collected by [http://www.cs.rutgers.edu/~mlittman/ Michael Littman], available on request from [http://www.apperceptual.com/ Peter Turney]		* SAT questions collected by [http://www.cs.rutgers.edu/~mlittman/ Michael Littman], available on request from [http://www.apperceptual.com/ Peter Turney]
	* introduced in Turney et al. (2003) as a way of evaluating algorithms for measuring relational similarity		* introduced in Turney et al. (2003) as a way of evaluating algorithms for measuring relational similarity
	* see also: [[Similarity (State of the art)]]		* see also: [[Similarity (State of the art)]], [[Analogy (State of the art)]]

Pdturney at 21:06, 25 January 2017

2017-01-25T21:06:19Z

← Older revision		Revision as of 21:06, 25 January 2017
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	[[Category:State of the art]]		[[Category:State of the art]]
	[[Category:Similarity]]		[[Category:Similarity]]
			[[Category:Analogy]]

Pdturney at 19:19, 30 August 2016

2016-08-30T19:19:42Z

← Older revision		Revision as of 19:19, 30 August 2016
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	Lin, D. (1998). [http://www.cs.ualberta.ca/~lindek/papers/sim.pdf An information-theoretic definition of similarity]. ''Proceedings of the 15th International Conference on Machine Learning (ICML-98)'', Madison, WI, pp. 296-304.		Lin, D. (1998). [http://www.cs.ualberta.ca/~lindek/papers/sim.pdf An information-theoretic definition of similarity]. ''Proceedings of the 15th International Conference on Machine Learning (ICML-98)'', Madison, WI, pp. 296-304.

	Lofi, C. (2013). [http://www.~~btw~~-~~2013~~.de/~~proceedings~~/~~Just%20ask%20a%20human%20%20Controlling%20Quality%20in%20Relational%20Similarity%20and%20Analogy%20Processing%20using%20the%20Crowd~~.pdf Just ask a human?--Controlling Quality in Relational Similarity and Analogy Processing using the Crowd]. ''Proceedings of the Workshop of the 15th BTW Conference on Database Systems for Business, Technology, and Web (BTW 2013)'', Magdeburg, Germany, pp. 197-210.		Lofi, C. (2013). [http://www.ifis.cs.tu-bs.de/sites/default/files/biblio/13cdim_final_pdf_80985.pdf Just ask a human?--Controlling Quality in Relational Similarity and Analogy Processing using the Crowd]. ''Proceedings of the Workshop of the 15th BTW Conference on Database Systems for Business, Technology, and Web (BTW 2013)'', Magdeburg, Germany, pp. 197-210.

	Mangalath, P., Quesada, J., and Kintsch, W. (2004). [http://www.cogsci.northwestern.edu/cogsci2004/ma/ma355.pdf Analogy-making as predication using relational information and LSA vectors]. In K.D. Forbus, D. Gentner & T. Regier (Eds.), ''Proceedings of the 26th Annual Meeting of the Cognitive Science Society''. Chicago: Lawrence Erlbaum Associates.		Mangalath, P., Quesada, J., and Kintsch, W. (2004). [http://www.cogsci.northwestern.edu/cogsci2004/ma/ma355.pdf Analogy-making as predication using relational information and LSA vectors]. In K.D. Forbus, D. Gentner & T. Regier (Eds.), ''Proceedings of the 26th Annual Meeting of the Cognitive Science Society''. Chicago: Lawrence Erlbaum Associates.

Pdturney at 17:25, 28 June 2015

2015-06-28T17:25:08Z

← Older revision		Revision as of 17:25, 28 June 2015
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	[[Category:State of the art]]		[[Category:State of the art]]
			[[Category:Similarity]]

Pdturney at 17:06, 16 October 2013

2013-10-16T17:06:41Z

← Older revision		Revision as of 17:06, 16 October 2013
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	* SAT questions collected by [http://www.cs.rutgers.edu/~mlittman/ Michael Littman], available on request from [http://www.apperceptual.com/ Peter Turney]		* SAT questions collected by [http://www.cs.rutgers.edu/~mlittman/ Michael Littman], available on request from [http://www.apperceptual.com/ Peter Turney]
	* introduced in Turney et al. (2003) as a way of evaluating algorithms for measuring relational similarity		* introduced in Turney et al. (2003) as a way of evaluating algorithms for measuring relational similarity
			* see also: [[Similarity (State of the art)]]


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	Veale, T. (2004). [http://afflatus.ucd.ie/Papers/ecai2004.pdf WordNet sits the SAT: A knowledge-based approach to lexical analogy]. ''Proceedings of the 16th European Conference on Artificial Intelligence (ECAI 2004)'', pp. 606–612, Valencia, Spain.		Veale, T. (2004). [http://afflatus.ucd.ie/Papers/ecai2004.pdf WordNet sits the SAT: A knowledge-based approach to lexical analogy]. ''Proceedings of the 16th European Conference on Artificial Intelligence (ECAI 2004)'', pp. 606–612, Valencia, Spain.

	~~== See also ==~~

	* [[Semantic relation identification]]
	* [[Similarity (State of the art)]]
	* [[TOEFL Synonym Questions]]
	* [[State of the art]]


	[[Category:State of the art]]		[[Category:State of the art]]

Pdturney at 16:38, 16 October 2013

2013-10-16T16:38:51Z

← Older revision		Revision as of 16:38, 16 October 2013
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	\| 53.5%		\| 53.5%
	\| 48.5-58.9%		\| 48.5-58.9%
			\|-
			\| SuperSim
			\| Turney (2013)
			\| Turney (2013)
			\| Corpus-based
			\| 54.8%
			\| 49.6-59.9%
	\|-		\|-
	\| LRA		\| LRA
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	Turney, P.D. (2012). [http://jair.org/papers/paper3640.html Domain and function: A dual-space model of semantic relations and compositions], ''Journal of Artificial Intelligence Research (JAIR)'', 44, 533-585.		Turney, P.D. (2012). [http://jair.org/papers/paper3640.html Domain and function: A dual-space model of semantic relations and compositions], ''Journal of Artificial Intelligence Research (JAIR)'', 44, 533-585.

			Turney, P.D. (2013), [http://aclweb.org/anthology/Q/Q13/Q13-1029.pdf Distributional semantics beyond words: Supervised learning of analogy and paraphrase], ''Transactions of the Association for Computational Linguistics (TACL)'', 1, 353-366.

	Veale, T. (2004). [http://afflatus.ucd.ie/Papers/ecai2004.pdf WordNet sits the SAT: A knowledge-based approach to lexical analogy]. ''Proceedings of the 16th European Conference on Artificial Intelligence (ECAI 2004)'', pp. 606–612, Valencia, Spain.		Veale, T. (2004). [http://afflatus.ucd.ie/Papers/ecai2004.pdf WordNet sits the SAT: A knowledge-based approach to lexical analogy]. ''Proceedings of the 16th European Conference on Artificial Intelligence (ECAI 2004)'', pp. 606–612, Valencia, Spain.

Pdturney: /* See also */

2013-10-06T13:34:37Z

Pdturney: /* References */

2013-07-09T15:27:28Z

References

← Older revision		Revision as of 15:27, 9 July 2013
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	Lofi, C. (2013). [http://www.btw-2013.de/proceedings/Just%20ask%20a%20human%20%20Controlling%20Quality%20in%20Relational%20Similarity%20and%20Analogy%20Processing%20using%20the%20Crowd.pdf Just ask a human?--Controlling Quality in Relational Similarity and Analogy Processing using the Crowd]. ''Proceedings of the Workshop of the 15th BTW Conference on Database Systems for Business, Technology, and Web (BTW 2013)'', Magdeburg, Germany, pp. 197-210.		Lofi, C. (2013). [http://www.btw-2013.de/proceedings/Just%20ask%20a%20human%20%20Controlling%20Quality%20in%20Relational%20Similarity%20and%20Analogy%20Processing%20using%20the%20Crowd.pdf Just ask a human?--Controlling Quality in Relational Similarity and Analogy Processing using the Crowd]. ''Proceedings of the Workshop of the 15th BTW Conference on Database Systems for Business, Technology, and Web (BTW 2013)'', Magdeburg, Germany, pp. 197-210.

	Mangalath, P., Quesada, J., and Kintsch, W. (2004). [http://www.~~josequesada~~.~~name~~/~~papers~~/~~Mangalath-Quesada-2004-analogyPredicationCogSciPoster1~~.pdf Analogy-making as predication using relational information and LSA vectors]. In K.D. Forbus, D. Gentner & T. Regier (Eds.), ''Proceedings of the 26th Annual Meeting of the Cognitive Science Society''. Chicago: Lawrence Erlbaum Associates.		Mangalath, P., Quesada, J., and Kintsch, W. (2004). [http://www.cogsci.northwestern.edu/cogsci2004/ma/ma355.pdf Analogy-making as predication using relational information and LSA vectors]. In K.D. Forbus, D. Gentner & T. Regier (Eds.), ''Proceedings of the 26th Annual Meeting of the Cognitive Science Society''. Chicago: Lawrence Erlbaum Associates.

	Resnik, P. (1995). [http://citeseer.ist.psu.edu/resnik95using.html Using information content to evaluate semantic similarity]. ''Proceedings of the 14th International Joint Conference on Artificial Intelligence (IJCAI-95)'', Montreal, pp. 448-453.		Resnik, P. (1995). [http://citeseer.ist.psu.edu/resnik95using.html Using information content to evaluate semantic similarity]. ''Proceedings of the 14th International Joint Conference on Artificial Intelligence (IJCAI-95)'', Montreal, pp. 448-453.

← Older revision		Revision as of 13:34, 6 October 2013
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	* [[Semantic relation identification]]		* [[Semantic relation identification]]
	* [[~~Attributional and Relational~~ Similarity (State of the art)]]		* [[Similarity (State of the art)]]
	* [[TOEFL Synonym Questions]]		* [[TOEFL Synonym Questions]]
	* [[State of the art]]		* [[State of the art]]